Overview
Brought to you by YData
Dataset statistics
| Number of variables | 28 |
|---|---|
| Number of observations | 186 |
| Missing cells | 130 |
| Missing cells (%) | 2.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 40.8 KiB |
| Average record size in memory | 224.7 B |
Variable types
| Numeric | 7 |
|---|---|
| Categorical | 18 |
| Text | 3 |
Degree is highly overall correlated with Subject | High correlation |
Favorite_Subject_12 is highly overall correlated with Marks_10 | High correlation |
Gender is highly overall correlated with df_index | High correlation |
Marks_10 is highly overall correlated with Favorite_Subject_12 | High correlation |
Marks_12 is highly overall correlated with Percent_12 | High correlation |
Percent_12 is highly overall correlated with Marks_12 | High correlation |
Subject is highly overall correlated with Degree | High correlation |
df_index is highly overall correlated with Gender | High correlation |
Subject has 20 (10.8%) missing values | Missing |
Favorite_Subject_10 has 3 (1.6%) missing values | Missing |
Marks_10 has 11 (5.9%) missing values | Missing |
Favorite_Subject_12 has 12 (6.5%) missing values | Missing |
Marks_12 has 12 (6.5%) missing values | Missing |
co-curricular activity has 28 (15.1%) missing values | Missing |
Expected_salary has 13 (7.0%) missing values | Missing |
Spending has 30 (16.1%) missing values | Missing |
df_index is uniformly distributed | Uniform |
df_index has unique values | Unique |
CGPA has 24 (12.9%) zeros | Zeros |
Age has 10 (5.4%) zeros | Zeros |
Reproduction
| Analysis started | 2025-09-06 07:51:36.059834 |
|---|---|
| Analysis finished | 2025-09-06 07:51:45.787143 |
| Duration | 9.73 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
df_index
Real number (ℝ)
High correlation  Uniform  Unique 
| Distinct | 186 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 95.198925 |
| Minimum | 0 |
|---|---|
| Maximum | 191 |
| Zeros | 1 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 9.25 |
| Q1 | 47.25 |
| median | 94.5 |
| Q3 | 142.75 |
| 95-th percentile | 181.75 |
| Maximum | 191 |
| Range | 191 |
| Interquartile range (IQR) | 95.5 |
Descriptive statistics
| Standard deviation | 55.800787 |
|---|---|
| Coefficient of variation (CV) | 0.58614934 |
| Kurtosis | -1.200575 |
| Mean | 95.198925 |
| Median Absolute Deviation (MAD) | 48 |
| Skewness | 0.01080067 |
| Sum | 17707 |
| Variance | 3113.7278 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.5% |
| 1 | 1 | 0.5% |
| 2 | 1 | 0.5% |
| 3 | 1 | 0.5% |
| 4 | 1 | 0.5% |
| 5 | 1 | 0.5% |
| 6 | 1 | 0.5% |
| 7 | 1 | 0.5% |
| 8 | 1 | 0.5% |
| 9 | 1 | 0.5% |
| Other values (176) | 176 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 191 | 1 | |
| 190 | 1 | |
| 189 | 1 | |
| 188 | 1 | |
| 187 | 1 | |
| 186 | 1 | |
| 185 | 1 | |
| 184 | 1 | |
| 183 | 1 | |
| 182 | 1 |
Age Group
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| 18 - 20 | |
|---|---|
| 20 - 22 | |
| 22 - 25 | 9 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 18 - 20 |
|---|---|
| 2nd row | 20 - 22 |
| 3rd row | 18 - 20 |
| 4th row | 18 - 20 |
| 5th row | 20 - 22 |
Common Values
| Value | Count | Frequency (%) |
| 18 - 20 | 91 | |
| 20 - 22 | 86 | |
| 22 - 25 | 9 | 4.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 186 | ||
| 20 | 177 | |
| 22 | 95 | |
| 18 | 91 | |
| 25 | 9 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 376 | |
| 372 | ||
| - | 186 | |
| 0 | 177 | |
| 1 | 91 | 7.0% |
| 8 | 91 | 7.0% |
| 5 | 9 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1302 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 376 | |
| 372 | ||
| - | 186 | |
| 0 | 177 | |
| 1 | 91 | 7.0% |
| 8 | 91 | 7.0% |
| 5 | 9 | 0.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1302 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 376 | |
| 372 | ||
| - | 186 | |
| 0 | 177 | |
| 1 | 91 | 7.0% |
| 8 | 91 | 7.0% |
| 5 | 9 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1302 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 376 | |
| 372 | ||
| - | 186 | |
| 0 | 177 | |
| 1 | 91 | 7.0% |
| 8 | 91 | 7.0% |
| 5 | 9 | 0.7% |
Gender
Categorical
High correlation 
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| f | |
|---|---|
| m | |
| o | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.5% |
Sample
| 1st row | f |
|---|---|
| 2nd row | f |
| 3rd row | f |
| 4th row | f |
| 5th row | f |
Common Values
| Value | Count | Frequency (%) |
| f | 95 | |
| m | 90 | |
| o | 1 | 0.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| f | 95 | |
| m | 90 | |
| o | 1 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| f | 95 | |
| m | 90 | |
| o | 1 | 0.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| f | 95 | |
| m | 90 | |
| o | 1 | 0.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| f | 95 | |
| m | 90 | |
| o | 1 | 0.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| f | 95 | |
| m | 90 | |
| o | 1 | 0.5% |
College Name
Text
| Distinct | 59 |
|---|---|
| Distinct (%) | 31.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
Length
| Max length | 64 |
|---|---|
| Median length | 52 |
| Mean length | 27.698925 |
| Min length | 6 |
Unique
| Unique | 27 ? |
|---|---|
| Unique (%) | 14.5% |
Sample
| 1st row | institute of engineering and management |
|---|---|
| 2nd row | institute of engineering and management |
| 3rd row | asutosh college |
| 4th row | sister nivedita university |
| 5th row | sister nivedita university |
| Value | Count | Frequency (%) |
| university | 80 | 12.2% |
| college | 69 | 10.6% |
| of | 38 | 5.8% |
| engineering | 28 | 4.3% |
| sister | 27 | 4.1% |
| nivedita | 26 | 4.0% |
| and | 26 | 4.0% |
| st | 24 | 3.7% |
| management | 22 | 3.4% |
| institute | 21 | 3.2% |
| Other values (116) | 293 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 584 | |
| i | 507 | 9.8% |
| 468 | 9.1% | |
| n | 451 | 8.8% |
| a | 408 | 7.9% |
| t | 381 | 7.4% |
| s | 324 | 6.3% |
| r | 273 | 5.3% |
| o | 217 | 4.2% |
| l | 207 | 4.0% |
| Other values (18) | 1332 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5152 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 584 | |
| i | 507 | 9.8% |
| 468 | 9.1% | |
| n | 451 | 8.8% |
| a | 408 | 7.9% |
| t | 381 | 7.4% |
| s | 324 | 6.3% |
| r | 273 | 5.3% |
| o | 217 | 4.2% |
| l | 207 | 4.0% |
| Other values (18) | 1332 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5152 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 584 | |
| i | 507 | 9.8% |
| 468 | 9.1% | |
| n | 451 | 8.8% |
| a | 408 | 7.9% |
| t | 381 | 7.4% |
| s | 324 | 6.3% |
| r | 273 | 5.3% |
| o | 217 | 4.2% |
| l | 207 | 4.0% |
| Other values (18) | 1332 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5152 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 584 | |
| i | 507 | 9.8% |
| 468 | 9.1% | |
| n | 451 | 8.8% |
| a | 408 | 7.9% |
| t | 381 | 7.4% |
| s | 324 | 6.3% |
| r | 273 | 5.3% |
| o | 217 | 4.2% |
| l | 207 | 4.0% |
| Other values (18) | 1332 |
Degree
Categorical
High correlation 
| Distinct | 16 |
|---|---|
| Distinct (%) | 8.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| b.sc / bs | |
|---|---|
| b tech. | |
| ba | |
| b com. | |
| bba | |
| Other values (11) |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 6.0107527 |
| Min length | 2 |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 1.6% |
Sample
| 1st row | bba |
|---|---|
| 2nd row | bba |
| 3rd row | b.sc / bs |
| 4th row | ba |
| 5th row | msc / ms |
Common Values
| Value | Count | Frequency (%) |
| b.sc / bs | 59 | |
| b tech. | 40 | |
| ba | 27 | |
| b com. | 16 | 8.6% |
| bba | 12 | 6.5% |
| llb | 11 | 5.9% |
| ma | 4 | 2.2% |
| msc / ms | 4 | 2.2% |
| m com. | 2 | 1.1% |
| bds | 2 | 1.1% |
| Other values (6) | 9 | 4.8% |
Length
| Value | Count | Frequency (%) |
| 63 | ||
| b.sc | 59 | |
| bs | 59 | |
| b | 56 | |
| tech | 40 | |
| ba | 27 | |
| com | 18 | 4.9% |
| bba | 12 | 3.2% |
| llb | 11 | 3.0% |
| ma | 4 | 1.1% |
| Other values (10) | 21 | 5.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| b | 247 | |
| 184 | ||
| s | 133 | |
| c | 123 | |
| . | 117 | |
| / | 63 | 5.6% |
| a | 48 | 4.3% |
| t | 41 | 3.7% |
| e | 41 | 3.7% |
| h | 40 | 3.6% |
| Other values (6) | 81 | 7.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1118 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| b | 247 | |
| 184 | ||
| s | 133 | |
| c | 123 | |
| . | 117 | |
| / | 63 | 5.6% |
| a | 48 | 4.3% |
| t | 41 | 3.7% |
| e | 41 | 3.7% |
| h | 40 | 3.6% |
| Other values (6) | 81 | 7.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1118 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| b | 247 | |
| 184 | ||
| s | 133 | |
| c | 123 | |
| . | 117 | |
| / | 63 | 5.6% |
| a | 48 | 4.3% |
| t | 41 | 3.7% |
| e | 41 | 3.7% |
| h | 40 | 3.6% |
| Other values (6) | 81 | 7.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1118 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| b | 247 | |
| 184 | ||
| s | 133 | |
| c | 123 | |
| . | 117 | |
| / | 63 | 5.6% |
| a | 48 | 4.3% |
| t | 41 | 3.7% |
| e | 41 | 3.7% |
| h | 40 | 3.6% |
| Other values (6) | 81 | 7.2% |
Subject
Categorical
High correlation  Missing 
| Distinct | 45 |
|---|---|
| Distinct (%) | 27.1% |
| Missing | 20 |
| Missing (%) | 10.8% |
| Memory size | 1.6 KiB |
| statistics | |
|---|---|
| english | |
| computer science engineering | |
| accountancy | |
| mathematics | 8 |
| Other values (40) |
Length
| Max length | 63 |
|---|---|
| Median length | 36 |
| Mean length | 14.325301 |
| Min length | 7 |
Unique
| Unique | 24 ? |
|---|---|
| Unique (%) | 14.5% |
Sample
| 1st row | analytics |
|---|---|
| 2nd row | finance |
| 3rd row | statistics |
| 4th row | political science |
| 5th row | psychology |
Common Values
| Value | Count | Frequency (%) |
| statistics | 28 | |
| english | 22 | 11.8% |
| computer science engineering | 15 | 8.1% |
| accountancy | 10 | 5.4% |
| mathematics | 8 | 4.3% |
| finance | 7 | 3.8% |
| microbiology | 6 | 3.2% |
| life sciences | 5 | 2.7% |
| psychology | 5 | 2.7% |
| economics | 4 | 2.2% |
| Other values (35) | 56 | |
| (Missing) | 20 | 10.8% |
Length
| Value | Count | Frequency (%) |
| statistics | 28 | 10.5% |
| science | 27 | 10.2% |
| english | 22 | 8.3% |
| computer | 21 | 7.9% |
| engineering | 20 | 7.5% |
| accountancy | 10 | 3.8% |
| and | 9 | 3.4% |
| mathematics | 8 | 3.0% |
| finance | 7 | 2.6% |
| microbiology | 6 | 2.3% |
| Other values (54) | 108 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 263 | |
| e | 252 | |
| c | 233 | |
| n | 230 | |
| s | 197 | 8.3% |
| t | 195 | 8.2% |
| a | 147 | 6.2% |
| o | 138 | 5.8% |
| 103 | 4.3% | |
| g | 103 | 4.3% |
| Other values (16) | 517 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2378 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 263 | |
| e | 252 | |
| c | 233 | |
| n | 230 | |
| s | 197 | 8.3% |
| t | 195 | 8.2% |
| a | 147 | 6.2% |
| o | 138 | 5.8% |
| 103 | 4.3% | |
| g | 103 | 4.3% |
| Other values (16) | 517 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2378 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 263 | |
| e | 252 | |
| c | 233 | |
| n | 230 | |
| s | 197 | 8.3% |
| t | 195 | 8.2% |
| a | 147 | 6.2% |
| o | 138 | 5.8% |
| 103 | 4.3% | |
| g | 103 | 4.3% |
| Other values (16) | 517 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2378 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 263 | |
| e | 252 | |
| c | 233 | |
| n | 230 | |
| s | 197 | 8.3% |
| t | 195 | 8.2% |
| a | 147 | 6.2% |
| o | 138 | 5.8% |
| 103 | 4.3% | |
| g | 103 | 4.3% |
| Other values (16) | 517 |
Percent_10
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| 95.0 | |
|---|---|
| 85.0 | |
| 75.0 | |
| 65.0 | 8 |
| 55.0 | 5 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 85.0 |
|---|---|
| 2nd row | 85.0 |
| 3rd row | 85.0 |
| 4th row | 95.0 |
| 5th row | 65.0 |
Common Values
| Value | Count | Frequency (%) |
| 95.0 | 85 | |
| 85.0 | 67 | |
| 75.0 | 21 | 11.3% |
| 65.0 | 8 | 4.3% |
| 55.0 | 5 | 2.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 95.0 | 85 | |
| 85.0 | 67 | |
| 75.0 | 21 | 11.3% |
| 65.0 | 8 | 4.3% |
| 55.0 | 5 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 191 | |
| . | 186 | |
| 0 | 186 | |
| 9 | 85 | |
| 8 | 67 | 9.0% |
| 7 | 21 | 2.8% |
| 6 | 8 | 1.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 744 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 5 | 191 | |
| . | 186 | |
| 0 | 186 | |
| 9 | 85 | |
| 8 | 67 | 9.0% |
| 7 | 21 | 2.8% |
| 6 | 8 | 1.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 744 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 5 | 191 | |
| . | 186 | |
| 0 | 186 | |
| 9 | 85 | |
| 8 | 67 | 9.0% |
| 7 | 21 | 2.8% |
| 6 | 8 | 1.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 744 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 5 | 191 | |
| . | 186 | |
| 0 | 186 | |
| 9 | 85 | |
| 8 | 67 | 9.0% |
| 7 | 21 | 2.8% |
| 6 | 8 | 1.1% |
Favorite_Subject_10
Categorical
Missing 
| Distinct | 34 |
|---|---|
| Distinct (%) | 18.6% |
| Missing | 3 |
| Missing (%) | 1.6% |
| Memory size | 1.6 KiB |
| mathematics | |
|---|---|
| english | |
| biology | |
| geography | |
| maths | |
| Other values (29) |
Length
| Max length | 21 |
|---|---|
| Median length | 20 |
| Mean length | 8.5191257 |
| Min length | 3 |
Unique
| Unique | 17 ? |
|---|---|
| Unique (%) | 9.3% |
Sample
| 1st row | biology |
|---|---|
| 2nd row | mathematics |
| 3rd row | mathematics |
| 4th row | socialscience |
| 5th row | maths |
Common Values
| Value | Count | Frequency (%) |
| mathematics | 49 | |
| english | 30 | |
| biology | 17 | 9.1% |
| geography | 12 | 6.5% |
| maths | 12 | 6.5% |
| science | 11 | 5.9% |
| history | 7 | 3.8% |
| computer | 4 | 2.2% |
| bengali | 4 | 2.2% |
| physics | 4 | 2.2% |
| Other values (24) | 33 |
Length
| Value | Count | Frequency (%) |
| mathematics | 50 | |
| english | 30 | |
| biology | 17 | 9.3% |
| geography | 13 | 7.1% |
| maths | 12 | 6.6% |
| science | 12 | 6.6% |
| history | 8 | 4.4% |
| physics | 5 | 2.7% |
| computer | 4 | 2.2% |
| bengali | 4 | 2.2% |
| Other values (18) | 28 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 156 | |
| e | 153 | |
| s | 145 | |
| a | 143 | |
| t | 141 | |
| m | 134 | |
| h | 125 | |
| c | 121 | |
| o | 82 | 5.3% |
| g | 79 | 5.1% |
| Other values (12) | 280 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1559 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 156 | |
| e | 153 | |
| s | 145 | |
| a | 143 | |
| t | 141 | |
| m | 134 | |
| h | 125 | |
| c | 121 | |
| o | 82 | 5.3% |
| g | 79 | 5.1% |
| Other values (12) | 280 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1559 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 156 | |
| e | 153 | |
| s | 145 | |
| a | 143 | |
| t | 141 | |
| m | 134 | |
| h | 125 | |
| c | 121 | |
| o | 82 | 5.3% |
| g | 79 | 5.1% |
| Other values (12) | 280 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1559 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 156 | |
| e | 153 | |
| s | 145 | |
| a | 143 | |
| t | 141 | |
| m | 134 | |
| h | 125 | |
| c | 121 | |
| o | 82 | 5.3% |
| g | 79 | 5.1% |
| Other values (12) | 280 |
Marks_10
Real number (ℝ)
High correlation  Missing 
| Distinct | 30 |
|---|---|
| Distinct (%) | 17.1% |
| Missing | 11 |
| Missing (%) | 5.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 90.88 |
| Minimum | 3 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 3 |
|---|---|
| 5-th percentile | 75.7 |
| Q1 | 87 |
| median | 94 |
| Q3 | 97 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 97 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 10.57553 |
|---|---|
| Coefficient of variation (CV) | 0.11636807 |
| Kurtosis | 27.671196 |
| Mean | 90.88 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -4.0548706 |
| Sum | 15904 |
| Variance | 111.84184 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 97 | 18 | 9.7% |
| 96 | 18 | 9.7% |
| 98 | 14 | 7.5% |
| 85 | 13 | 7.0% |
| 95 | 12 | 6.5% |
| 100 | 12 | 6.5% |
| 99 | 11 | 5.9% |
| 94 | 10 | 5.4% |
| 90 | 8 | 4.3% |
| 91 | 7 | 3.8% |
| Other values (20) | 52 | |
| (Missing) | 11 | 5.9% |
| Value | Count | Frequency (%) |
| 3 | 1 | |
| 56 | 1 | |
| 57 | 1 | |
| 60 | 1 | |
| 68 | 1 | |
| 70 | 2 | |
| 75 | 2 | |
| 76 | 1 | |
| 78 | 1 | |
| 79 | 1 |
| Value | Count | Frequency (%) |
| 100 | 12 | |
| 99 | 11 | |
| 98 | 14 | |
| 97 | 18 | |
| 96 | 18 | |
| 95 | 12 | |
| 94 | 10 | |
| 93 | 4 | 2.2% |
| 92 | 7 | 3.8% |
| 91 | 7 | 3.8% |
Percent_12
Categorical
High correlation 
| Distinct | 5 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| 85.0 | |
|---|---|
| 95.0 | |
| 75.0 | |
| 65.0 | 6 |
| 55.0 | 2 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 75.0 |
|---|---|
| 2nd row | 75.0 |
| 3rd row | 85.0 |
| 4th row | 85.0 |
| 5th row | 65.0 |
Common Values
| Value | Count | Frequency (%) |
| 85.0 | 79 | |
| 95.0 | 65 | |
| 75.0 | 34 | |
| 65.0 | 6 | 3.2% |
| 55.0 | 2 | 1.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 85.0 | 79 | |
| 95.0 | 65 | |
| 75.0 | 34 | |
| 65.0 | 6 | 3.2% |
| 55.0 | 2 | 1.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 188 | |
| . | 186 | |
| 0 | 186 | |
| 8 | 79 | |
| 9 | 65 | 8.7% |
| 7 | 34 | 4.6% |
| 6 | 6 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 744 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 5 | 188 | |
| . | 186 | |
| 0 | 186 | |
| 8 | 79 | |
| 9 | 65 | 8.7% |
| 7 | 34 | 4.6% |
| 6 | 6 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 744 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 5 | 188 | |
| . | 186 | |
| 0 | 186 | |
| 8 | 79 | |
| 9 | 65 | 8.7% |
| 7 | 34 | 4.6% |
| 6 | 6 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 744 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 5 | 188 | |
| . | 186 | |
| 0 | 186 | |
| 8 | 79 | |
| 9 | 65 | 8.7% |
| 7 | 34 | 4.6% |
| 6 | 6 | 0.8% |
Favorite_Subject_12
Categorical
High correlation  Missing 
| Distinct | 34 |
|---|---|
| Distinct (%) | 19.5% |
| Missing | 12 |
| Missing (%) | 6.5% |
| Memory size | 1.6 KiB |
| mathematics | |
|---|---|
| english | |
| biology | |
| economics | |
| maths | |
| Other values (29) |
Length
| Max length | 20 |
|---|---|
| Median length | 19 |
| Mean length | 9.1321839 |
| Min length | 3 |
Unique
| Unique | 12 ? |
|---|---|
| Unique (%) | 6.9% |
Sample
| 1st row | biology |
|---|---|
| 2nd row | economics |
| 3rd row | mathematics |
| 4th row | politicalscience |
| 5th row | accounts |
Common Values
| Value | Count | Frequency (%) |
| mathematics | 37 | |
| english | 29 | |
| biology | 22 | |
| economics | 10 | 5.4% |
| maths | 7 | 3.8% |
| chemistry | 6 | 3.2% |
| psychology | 6 | 3.2% |
| physics | 6 | 3.2% |
| computerscience | 6 | 3.2% |
| politicalscience | 4 | 2.2% |
| Other values (24) | 41 | |
| (Missing) | 12 | 6.5% |
Length
| Value | Count | Frequency (%) |
| mathematics | 37 | |
| english | 29 | |
| biology | 22 | |
| economics | 10 | 5.7% |
| maths | 7 | 4.0% |
| chemistry | 6 | 3.4% |
| psychology | 6 | 3.4% |
| physics | 6 | 3.4% |
| computerscience | 6 | 3.4% |
| politicalscience | 4 | 2.3% |
| Other values (24) | 41 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 158 | |
| s | 152 | |
| c | 146 | |
| t | 139 | |
| e | 136 | |
| o | 123 | 7.7% |
| m | 118 | 7.4% |
| a | 117 | 7.4% |
| h | 99 | 6.2% |
| l | 75 | 4.7% |
| Other values (9) | 326 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1589 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 158 | |
| s | 152 | |
| c | 146 | |
| t | 139 | |
| e | 136 | |
| o | 123 | 7.7% |
| m | 118 | 7.4% |
| a | 117 | 7.4% |
| h | 99 | 6.2% |
| l | 75 | 4.7% |
| Other values (9) | 326 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1589 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 158 | |
| s | 152 | |
| c | 146 | |
| t | 139 | |
| e | 136 | |
| o | 123 | 7.7% |
| m | 118 | 7.4% |
| a | 117 | 7.4% |
| h | 99 | 6.2% |
| l | 75 | 4.7% |
| Other values (9) | 326 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1589 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 158 | |
| s | 152 | |
| c | 146 | |
| t | 139 | |
| e | 136 | |
| o | 123 | 7.7% |
| m | 118 | 7.4% |
| a | 117 | 7.4% |
| h | 99 | 6.2% |
| l | 75 | 4.7% |
| Other values (9) | 326 |
Marks_12
Real number (ℝ)
High correlation  Missing 
| Distinct | 28 |
|---|---|
| Distinct (%) | 16.1% |
| Missing | 12 |
| Missing (%) | 6.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 90.057471 |
| Minimum | 63 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 63 |
|---|---|
| 5-th percentile | 73.3 |
| Q1 | 85 |
| median | 92 |
| Q3 | 96.75 |
| 95-th percentile | 100 |
| Maximum | 100 |
| Range | 37 |
| Interquartile range (IQR) | 11.75 |
Descriptive statistics
| Standard deviation | 8.4022517 |
|---|---|
| Coefficient of variation (CV) | 0.093298775 |
| Kurtosis | 0.85401624 |
| Mean | 90.057471 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -1.0469936 |
| Sum | 15670 |
| Variance | 70.597834 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 17 | 9.1% |
| 96 | 13 | 7.0% |
| 85 | 12 | 6.5% |
| 92 | 12 | 6.5% |
| 95 | 11 | 5.9% |
| 80 | 10 | 5.4% |
| 99 | 10 | 5.4% |
| 97 | 9 | 4.8% |
| 90 | 9 | 4.8% |
| 86 | 8 | 4.3% |
| Other values (18) | 63 | |
| (Missing) | 12 | 6.5% |
| Value | Count | Frequency (%) |
| 63 | 1 | 0.5% |
| 64 | 1 | 0.5% |
| 65 | 2 | 1.1% |
| 68 | 1 | 0.5% |
| 70 | 1 | 0.5% |
| 72 | 3 | 1.6% |
| 74 | 1 | 0.5% |
| 75 | 4 | 2.2% |
| 77 | 1 | 0.5% |
| 80 | 10 |
| Value | Count | Frequency (%) |
| 100 | 17 | |
| 99 | 10 | |
| 98 | 8 | |
| 97 | 9 | |
| 96 | 13 | |
| 95 | 11 | |
| 94 | 5 | 2.7% |
| 93 | 6 | 3.2% |
| 92 | 12 | |
| 91 | 4 | 2.2% |
CGPA
Real number (ℝ)
Zeros 
| Distinct | 9 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.3709677 |
| Minimum | 0 |
|---|---|
| Maximum | 10 |
| Zeros | 24 |
| Zeros (%) | 12.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6 |
| median | 7 |
| Q3 | 8 |
| 95-th percentile | 9 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.696748 |
|---|---|
| Coefficient of variation (CV) | 0.42328703 |
| Kurtosis | 1.4072846 |
| Mean | 6.3709677 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -1.5757825 |
| Sum | 1185 |
| Variance | 7.2724499 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 59 | |
| 8 | 42 | |
| 6 | 30 | |
| 9 | 24 | |
| 0 | 24 | |
| 5 | 3 | 1.6% |
| 10 | 2 | 1.1% |
| 4 | 1 | 0.5% |
| 1 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 24 | |
| 1 | 1 | 0.5% |
| 4 | 1 | 0.5% |
| 5 | 3 | 1.6% |
| 6 | 30 | |
| 7 | 59 | |
| 8 | 42 | |
| 9 | 24 | |
| 10 | 2 | 1.1% |
| Value | Count | Frequency (%) |
| 10 | 2 | 1.1% |
| 9 | 24 | |
| 8 | 42 | |
| 7 | 59 | |
| 6 | 30 | |
| 5 | 3 | 1.6% |
| 4 | 1 | 0.5% |
| 1 | 1 | 0.5% |
| 0 | 24 |
Missing 
| Distinct | 98 |
|---|---|
| Distinct (%) | 62.0% |
| Missing | 28 |
| Missing (%) | 15.1% |
| Memory size | 1.6 KiB |
Length
| Max length | 69 |
|---|---|
| Median length | 46.5 |
| Mean length | 13.512658 |
| Min length | 2 |
Unique
| Unique | 86 ? |
|---|---|
| Unique (%) | 54.4% |
Sample
| 1st row | no |
|---|---|
| 2nd row | content writing |
| 3rd row | dance |
| 4th row | not right now |
| 5th row | no |
| Value | Count | Frequency (%) |
| no | 31 | 9.3% |
| dance | 22 | 6.6% |
| football | 14 | 4.2% |
| yes | 13 | 3.9% |
| singing | 11 | 3.3% |
| 11 | 3.3% | |
| painting | 9 | 2.7% |
| and | 9 | 2.7% |
| dancing | 8 | 2.4% |
| music | 7 | 2.1% |
| Other values (131) | 198 |
Most occurring characters
| Value | Count | Frequency (%) |
| 234 | 11.0% | |
| n | 215 | 10.1% |
| a | 191 | 8.9% |
| i | 174 | 8.1% |
| e | 140 | 6.6% |
| t | 138 | 6.5% |
| o | 130 | 6.1% |
| g | 100 | 4.7% |
| s | 98 | 4.6% |
| c | 96 | 4.5% |
| Other values (26) | 619 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2135 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 234 | 11.0% | |
| n | 215 | 10.1% |
| a | 191 | 8.9% |
| i | 174 | 8.1% |
| e | 140 | 6.6% |
| t | 138 | 6.5% |
| o | 130 | 6.1% |
| g | 100 | 4.7% |
| s | 98 | 4.6% |
| c | 96 | 4.5% |
| Other values (26) | 619 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2135 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 234 | 11.0% | |
| n | 215 | 10.1% |
| a | 191 | 8.9% |
| i | 174 | 8.1% |
| e | 140 | 6.6% |
| t | 138 | 6.5% |
| o | 130 | 6.1% |
| g | 100 | 4.7% |
| s | 98 | 4.6% |
| c | 96 | 4.5% |
| Other values (26) | 619 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2135 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 234 | 11.0% | |
| n | 215 | 10.1% |
| a | 191 | 8.9% |
| i | 174 | 8.1% |
| e | 140 | 6.6% |
| t | 138 | 6.5% |
| o | 130 | 6.1% |
| g | 100 | 4.7% |
| s | 98 | 4.6% |
| c | 96 | 4.5% |
| Other values (26) | 619 |
profession
Text
| Distinct | 63 |
|---|---|
| Distinct (%) | 33.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
Length
| Max length | 38 |
|---|---|
| Median length | 27 |
| Mean length | 14.247312 |
| Min length | 2 |
Unique
| Unique | 43 ? |
|---|---|
| Unique (%) | 23.1% |
Sample
| 1st row | data analyst |
|---|---|
| 2nd row | financial services |
| 3rd row | chartered accountant |
| 4th row | entrepreneurship |
| 5th row | chartered accountant |
| Value | Count | Frequency (%) |
| entrepreneurship | 29 | 10.3% |
| researcher | 20 | 7.1% |
| accountant | 16 | 5.7% |
| chartered | 14 | 5.0% |
| analyst | 14 | 5.0% |
| data | 13 | 4.6% |
| professor | 13 | 4.6% |
| engineer | 12 | 4.3% |
| software | 11 | 3.9% |
| development | 11 | 3.9% |
| Other values (77) | 128 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 405 | |
| r | 284 | |
| n | 228 | 8.6% |
| a | 214 | 8.1% |
| t | 201 | 7.6% |
| i | 162 | 6.1% |
| s | 160 | 6.0% |
| c | 134 | 5.1% |
| o | 125 | 4.7% |
| 98 | 3.7% | |
| Other values (15) | 639 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2650 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 405 | |
| r | 284 | |
| n | 228 | 8.6% |
| a | 214 | 8.1% |
| t | 201 | 7.6% |
| i | 162 | 6.1% |
| s | 160 | 6.0% |
| c | 134 | 5.1% |
| o | 125 | 4.7% |
| 98 | 3.7% | |
| Other values (15) | 639 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2650 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 405 | |
| r | 284 | |
| n | 228 | 8.6% |
| a | 214 | 8.1% |
| t | 201 | 7.6% |
| i | 162 | 6.1% |
| s | 160 | 6.0% |
| c | 134 | 5.1% |
| o | 125 | 4.7% |
| 98 | 3.7% | |
| Other values (15) | 639 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2650 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 405 | |
| r | 284 | |
| n | 228 | 8.6% |
| a | 214 | 8.1% |
| t | 201 | 7.6% |
| i | 162 | 6.1% |
| s | 160 | 6.0% |
| c | 134 | 5.1% |
| o | 125 | 4.7% |
| 98 | 3.7% | |
| Other values (15) | 639 |
preffed sector
Categorical
| Distinct | 13 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 1 |
| Missing (%) | 0.5% |
| Memory size | 1.6 KiB |
| corporate/private sector | |
|---|---|
| it secrtor | |
| government/public sector | |
| undecided | |
| academia/education | |
| Other values (8) |
Length
| Max length | 24 |
|---|---|
| Median length | 24 |
| Mean length | 18.183784 |
| Min length | 4 |
Unique
| Unique | 7 ? |
|---|---|
| Unique (%) | 3.8% |
Sample
| 1st row | government/public sector |
|---|---|
| 2nd row | undecided |
| 3rd row | corporate/private sector |
| 4th row | it secrtor |
| 5th row | n.q. |
Common Values
| Value | Count | Frequency (%) |
| corporate/private sector | 63 | |
| it secrtor | 49 | |
| government/public sector | 41 | |
| undecided | 14 | 7.5% |
| academia/education | 8 | 4.3% |
| others | 3 | 1.6% |
| n.q. | 1 | 0.5% |
| adminstative sector | 1 | 0.5% |
| healthcare sector | 1 | 0.5% |
| judiciary | 1 | 0.5% |
| Other values (3) | 3 | 1.6% |
Length
| Value | Count | Frequency (%) |
| sector | 108 | |
| corporate/private | 63 | |
| it | 49 | |
| secrtor | 49 | |
| government/public | 41 | 12.0% |
| undecided | 14 | 4.1% |
| academia/education | 8 | 2.3% |
| others | 3 | 0.9% |
| n.q | 1 | 0.3% |
| adminstative | 1 | 0.3% |
| Other values (6) | 6 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 443 | |
| e | 418 | |
| t | 390 | |
| o | 337 | |
| c | 294 | |
| i | 189 | 5.6% |
| p | 168 | 5.0% |
| a | 164 | 4.9% |
| s | 164 | 4.9% |
| 159 | 4.7% | |
| Other values (15) | 638 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3364 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 443 | |
| e | 418 | |
| t | 390 | |
| o | 337 | |
| c | 294 | |
| i | 189 | 5.6% |
| p | 168 | 5.0% |
| a | 164 | 4.9% |
| s | 164 | 4.9% |
| 159 | 4.7% | |
| Other values (15) | 638 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3364 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 443 | |
| e | 418 | |
| t | 390 | |
| o | 337 | |
| c | 294 | |
| i | 189 | 5.6% |
| p | 168 | 5.0% |
| a | 164 | 4.9% |
| s | 164 | 4.9% |
| 159 | 4.7% | |
| Other values (15) | 638 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3364 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 443 | |
| e | 418 | |
| t | 390 | |
| o | 337 | |
| c | 294 | |
| i | 189 | 5.6% |
| p | 168 | 5.0% |
| a | 164 | 4.9% |
| s | 164 | 4.9% |
| 159 | 4.7% | |
| Other values (15) | 638 |
Expected_salary
Real number (ℝ)
Missing 
| Distinct | 55 |
|---|---|
| Distinct (%) | 31.8% |
| Missing | 13 |
| Missing (%) | 7.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.414624 |
| Minimum | 0.03 |
|---|---|
| Maximum | 200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0.03 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 6.5 |
| Q3 | 11 |
| 95-th percentile | 21.2 |
| Maximum | 200 |
| Range | 199.97 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 18.263995 |
|---|---|
| Coefficient of variation (CV) | 1.7536874 |
| Kurtosis | 69.858605 |
| Mean | 10.414624 |
| Median Absolute Deviation (MAD) | 3.5 |
| Skewness | 7.4507213 |
| Sum | 1801.73 |
| Variance | 333.57353 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 14 | 7.5% |
| 5 | 10 | 5.4% |
| 12 | 10 | 5.4% |
| 6 | 9 | 4.8% |
| 8 | 9 | 4.8% |
| 4 | 9 | 4.8% |
| 15 | 9 | 4.8% |
| 5.5 | 8 | 4.3% |
| 9 | 7 | 3.8% |
| 4.5 | 6 | 3.2% |
| Other values (45) | 82 | |
| (Missing) | 13 | 7.0% |
| Value | Count | Frequency (%) |
| 0.03 | 1 | 0.5% |
| 0.23 | 1 | 0.5% |
| 0.5 | 4 | |
| 0.75 | 1 | 0.5% |
| 0.88 | 1 | 0.5% |
| 1 | 4 | |
| 1.2 | 1 | 0.5% |
| 1.5 | 1 | 0.5% |
| 1.8 | 2 | 1.1% |
| 2 | 6 |
| Value | Count | Frequency (%) |
| 200 | 1 | 0.5% |
| 80 | 1 | 0.5% |
| 72 | 1 | 0.5% |
| 65 | 1 | 0.5% |
| 60 | 1 | 0.5% |
| 50 | 1 | 0.5% |
| 30 | 1 | 0.5% |
| 24 | 1 | 0.5% |
| 23 | 1 | 0.5% |
| 20 | 4 |
Age
Real number (ℝ)
Zeros 
| Distinct | 26 |
|---|---|
| Distinct (%) | 14.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.801075 |
| Minimum | 0 |
|---|---|
| Maximum | 58 |
| Zeros | 10 |
| Zeros (%) | 5.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 4.75 |
| Q1 | 25 |
| median | 26 |
| Q3 | 30 |
| 95-th percentile | 34.5 |
| Maximum | 58 |
| Range | 58 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 7.529452 |
|---|---|
| Coefficient of variation (CV) | 0.29182706 |
| Kurtosis | 7.3778199 |
| Mean | 25.801075 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -1.4122356 |
| Sum | 4799 |
| Variance | 56.692647 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 25 | 46 | |
| 30 | 30 | |
| 28 | 14 | 7.5% |
| 24 | 14 | 7.5% |
| 26 | 13 | 7.0% |
| 0 | 10 | 5.4% |
| 27 | 10 | 5.4% |
| 35 | 6 | 3.2% |
| 23 | 5 | 2.7% |
| 22 | 4 | 2.2% |
| Other values (16) | 34 |
| Value | Count | Frequency (%) |
| 0 | 10 | 5.4% |
| 19 | 1 | 0.5% |
| 21 | 3 | 1.6% |
| 22 | 4 | 2.2% |
| 23 | 5 | 2.7% |
| 23.5 | 3 | 1.6% |
| 24 | 14 | 7.5% |
| 24.5 | 3 | 1.6% |
| 25 | 46 | |
| 25.5 | 3 | 1.6% |
| Value | Count | Frequency (%) |
| 58 | 1 | 0.5% |
| 50 | 1 | 0.5% |
| 40 | 2 | 1.1% |
| 35 | 6 | 3.2% |
| 33 | 1 | 0.5% |
| 32.5 | 2 | 1.1% |
| 32 | 4 | 2.2% |
| 30.5 | 1 | 0.5% |
| 30 | 30 | |
| 29.5 | 1 | 0.5% |
Financially constrained
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| no | |
|---|---|
| maybe | |
| yes |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.2473118 |
| Min length | 2 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | maybe |
|---|---|
| 2nd row | maybe |
| 3rd row | maybe |
| 4th row | yes |
| 5th row | maybe |
Common Values
| Value | Count | Frequency (%) |
| no | 82 | |
| maybe | 64 | |
| yes | 40 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 82 | |
| maybe | 64 | |
| yes | 40 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 104 | |
| y | 104 | |
| n | 82 | |
| o | 82 | |
| a | 64 | |
| m | 64 | |
| b | 64 | |
| s | 40 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 604 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 104 | |
| y | 104 | |
| n | 82 | |
| o | 82 | |
| a | 64 | |
| m | 64 | |
| b | 64 | |
| s | 40 | 6.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 604 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 104 | |
| y | 104 | |
| n | 82 | |
| o | 82 | |
| a | 64 | |
| m | 64 | |
| b | 64 | |
| s | 40 | 6.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 604 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 104 | |
| y | 104 | |
| n | 82 | |
| o | 82 | |
| a | 64 | |
| m | 64 | |
| b | 64 | |
| s | 40 | 6.6% |
Family_income
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 3.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| 3 - 7 lakhs | |
|---|---|
| 7 - 10 lakhs | |
| below 3 lakhs | |
| 10 - 12 lakhs | |
| 15 lakhs above |
Length
| Max length | 14 |
|---|---|
| Median length | 13 |
| Mean length | 12.951613 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 - 7 lakhs |
|---|---|
| 2nd row | 10 - 12 lakhs |
| 3rd row | 3 - 7 lakhs |
| 4th row | 3 - 7 lakhs |
| 5th row | 3 - 7 lakhs |
Common Values
| Value | Count | Frequency (%) |
| 3 - 7 lakhs | 69 | |
| 7 - 10 lakhs | 31 | |
| below 3 lakhs | 29 | |
| 10 - 12 lakhs | 23 | 12.4% |
| 15 lakhs above | 22 | 11.8% |
| 12 - 15 lakhs | 12 | 6.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| lakhs | 186 | |
| 135 | ||
| 7 | 100 | |
| 3 | 98 | |
| 10 | 54 | 7.8% |
| 12 | 35 | 5.1% |
| 15 | 34 | 4.9% |
| below | 29 | 4.2% |
| above | 22 | 3.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 645 | ||
| l | 215 | 8.9% |
| a | 208 | 8.6% |
| s | 186 | 7.7% |
| h | 186 | 7.7% |
| k | 186 | 7.7% |
| - | 135 | 5.6% |
| 1 | 123 | 5.1% |
| 7 | 100 | 4.2% |
| 3 | 98 | 4.1% |
| Other values (8) | 327 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2409 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 645 | ||
| l | 215 | 8.9% |
| a | 208 | 8.6% |
| s | 186 | 7.7% |
| h | 186 | 7.7% |
| k | 186 | 7.7% |
| - | 135 | 5.6% |
| 1 | 123 | 5.1% |
| 7 | 100 | 4.2% |
| 3 | 98 | 4.1% |
| Other values (8) | 327 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2409 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 645 | ||
| l | 215 | 8.9% |
| a | 208 | 8.6% |
| s | 186 | 7.7% |
| h | 186 | 7.7% |
| k | 186 | 7.7% |
| - | 135 | 5.6% |
| 1 | 123 | 5.1% |
| 7 | 100 | 4.2% |
| 3 | 98 | 4.1% |
| Other values (8) | 327 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2409 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 645 | ||
| l | 215 | 8.9% |
| a | 208 | 8.6% |
| s | 186 | 7.7% |
| h | 186 | 7.7% |
| k | 186 | 7.7% |
| - | 135 | 5.6% |
| 1 | 123 | 5.1% |
| 7 | 100 | 4.2% |
| 3 | 98 | 4.1% |
| Other values (8) | 327 |
Parent's occupation
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | 6.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| Business | |
|---|---|
| Government Job | |
| Teaching | |
| Private Job | |
| Retired | |
| Other values (7) |
Length
| Max length | 14 |
|---|---|
| Median length | 13 |
| Mean length | 9.5967742 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Unknown |
|---|---|
| 2nd row | Government Job |
| 3rd row | Business |
| 4th row | Business |
| 5th row | Business |
Common Values
| Value | Count | Frequency (%) |
| Business | 68 | |
| Government Job | 45 | |
| Teaching | 13 | 7.0% |
| Private Job | 13 | 7.0% |
| Retired | 12 | 6.5% |
| Other | 11 | 5.9% |
| Unknown | 7 | 3.8% |
| Legal Sector | 5 | 2.7% |
| Finance | 4 | 2.2% |
| Engineering | 4 | 2.2% |
| Other values (2) | 4 | 2.2% |
Length
| Value | Count | Frequency (%) |
| business | 68 | |
| job | 58 | |
| government | 45 | |
| teaching | 13 | 5.2% |
| private | 13 | 5.2% |
| retired | 12 | 4.8% |
| other | 11 | 4.4% |
| unknown | 7 | 2.8% |
| sector | 7 | 2.8% |
| legal | 5 | 2.0% |
| Other values (4) | 12 | 4.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 249 | |
| n | 212 | |
| s | 204 | |
| o | 119 | 6.7% |
| i | 118 | 6.6% |
| r | 94 | 5.3% |
| t | 90 | 5.0% |
| B | 68 | 3.8% |
| u | 68 | 3.8% |
| 65 | 3.6% | |
| Other values (23) | 498 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 1785 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 249 | |
| n | 212 | |
| s | 204 | |
| o | 119 | 6.7% |
| i | 118 | 6.6% |
| r | 94 | 5.3% |
| t | 90 | 5.0% |
| B | 68 | 3.8% |
| u | 68 | 3.8% |
| 65 | 3.6% | |
| Other values (23) | 498 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 1785 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 249 | |
| n | 212 | |
| s | 204 | |
| o | 119 | 6.7% |
| i | 118 | 6.6% |
| r | 94 | 5.3% |
| t | 90 | 5.0% |
| B | 68 | 3.8% |
| u | 68 | 3.8% |
| 65 | 3.6% | |
| Other values (23) | 498 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 1785 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 249 | |
| n | 212 | |
| s | 204 | |
| o | 119 | 6.7% |
| i | 118 | 6.6% |
| r | 94 | 5.3% |
| t | 90 | 5.0% |
| B | 68 | 3.8% |
| u | 68 | 3.8% |
| 65 | 3.6% | |
| Other values (23) | 498 |
Spending
Real number (ℝ)
Missing 
| Distinct | 33 |
|---|---|
| Distinct (%) | 21.2% |
| Missing | 30 |
| Missing (%) | 16.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.606359 |
| Minimum | 0 |
|---|---|
| Maximum | 100 |
| Zeros | 1 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 5 |
| Q3 | 10 |
| 95-th percentile | 20 |
| Maximum | 100 |
| Range | 100 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 10.173088 |
|---|---|
| Coefficient of variation (CV) | 1.3374452 |
| Kurtosis | 45.060846 |
| Mean | 7.606359 |
| Median Absolute Deviation (MAD) | 3.5 |
| Skewness | 5.5543568 |
| Sum | 1186.592 |
| Variance | 103.49173 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 22 | |
| 1 | 19 | |
| 2 | 13 | 7.0% |
| 4 | 12 | 6.5% |
| 5 | 10 | 5.4% |
| 20 | 10 | 5.4% |
| 15 | 8 | 4.3% |
| 3.5 | 6 | 3.2% |
| 3 | 6 | 3.2% |
| 6 | 6 | 3.2% |
| Other values (23) | 44 | |
| (Missing) | 30 |
| Value | Count | Frequency (%) |
| 0 | 1 | 0.5% |
| 0.1 | 1 | 0.5% |
| 0.4 | 1 | 0.5% |
| 0.5 | 3 | 1.6% |
| 1 | 19 | |
| 1.092 | 1 | 0.5% |
| 1.5 | 4 | 2.2% |
| 2 | 13 | |
| 2.5 | 5 | 2.7% |
| 3 | 6 | 3.2% |
| Value | Count | Frequency (%) |
| 100 | 1 | 0.5% |
| 50 | 1 | 0.5% |
| 30 | 1 | 0.5% |
| 25 | 1 | 0.5% |
| 22.5 | 1 | 0.5% |
| 20 | 10 | |
| 17.5 | 1 | 0.5% |
| 15 | 8 | |
| 13.5 | 1 | 0.5% |
| 12.5 | 1 | 0.5% |
parents_influence
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| 3 | |
|---|---|
| 5 | |
| 4 | |
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 4 |
| 3rd row | 5 |
| 4th row | 4 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 48 | |
| 5 | 48 | |
| 4 | 40 | |
| 1 | 37 | |
| 2 | 13 | 7.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 48 | |
| 5 | 48 | |
| 4 | 40 | |
| 1 | 37 | |
| 2 | 13 | 7.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 48 | |
| 5 | 48 | |
| 4 | 40 | |
| 1 | 37 | |
| 2 | 13 | 7.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 48 | |
| 5 | 48 | |
| 4 | 40 | |
| 1 | 37 | |
| 2 | 13 | 7.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 48 | |
| 5 | 48 | |
| 4 | 40 | |
| 1 | 37 | |
| 2 | 13 | 7.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 48 | |
| 5 | 48 | |
| 4 | 40 | |
| 1 | 37 | |
| 2 | 13 | 7.0% |
friend_influence
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| 1 | |
|---|---|
| 3 | |
| 2 | |
| 4 | |
| 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 2 |
| 4th row | 5 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 71 | |
| 3 | 37 | |
| 2 | 31 | |
| 4 | 31 | |
| 5 | 16 | 8.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 71 | |
| 3 | 37 | |
| 2 | 31 | |
| 4 | 31 | |
| 5 | 16 | 8.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 71 | |
| 3 | 37 | |
| 2 | 31 | |
| 4 | 31 | |
| 5 | 16 | 8.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 71 | |
| 3 | 37 | |
| 2 | 31 | |
| 4 | 31 | |
| 5 | 16 | 8.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 71 | |
| 3 | 37 | |
| 2 | 31 | |
| 4 | 31 | |
| 5 | 16 | 8.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 71 | |
| 3 | 37 | |
| 2 | 31 | |
| 4 | 31 | |
| 5 | 16 | 8.6% |
mentor_influence
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| 1 | |
|---|---|
| 5 | |
| 4 | |
| 2 | |
| 3 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 3 |
| 3rd row | 4 |
| 4th row | 5 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 41 | |
| 5 | 40 | |
| 4 | 38 | |
| 2 | 35 | |
| 3 | 32 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 41 | |
| 5 | 40 | |
| 4 | 38 | |
| 2 | 35 | |
| 3 | 32 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 41 | |
| 5 | 40 | |
| 4 | 38 | |
| 2 | 35 | |
| 3 | 32 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 41 | |
| 5 | 40 | |
| 4 | 38 | |
| 2 | 35 | |
| 3 | 32 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 41 | |
| 5 | 40 | |
| 4 | 38 | |
| 2 | 35 | |
| 3 | 32 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 41 | |
| 5 | 40 | |
| 4 | 38 | |
| 2 | 35 | |
| 3 | 32 |
social_expectations
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| 1 | |
|---|---|
| 3 | |
| 4 | |
| 5 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 4 |
| 3rd row | 3 |
| 4th row | 5 |
| 5th row | 4 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 54 | |
| 3 | 48 | |
| 4 | 32 | |
| 5 | 29 | |
| 2 | 23 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 54 | |
| 3 | 48 | |
| 4 | 32 | |
| 5 | 29 | |
| 2 | 23 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 54 | |
| 3 | 48 | |
| 4 | 32 | |
| 5 | 29 | |
| 2 | 23 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 54 | |
| 3 | 48 | |
| 4 | 32 | |
| 5 | 29 | |
| 2 | 23 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 54 | |
| 3 | 48 | |
| 4 | 32 | |
| 5 | 29 | |
| 2 | 23 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 54 | |
| 3 | 48 | |
| 4 | 32 | |
| 5 | 29 | |
| 2 | 23 |
social_media_influence
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| 1 | |
|---|---|
| 3 | |
| 2 | |
| 4 | |
| 5 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 5 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 61 | |
| 3 | 39 | |
| 2 | 35 | |
| 4 | 28 | |
| 5 | 23 | 12.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 61 | |
| 3 | 39 | |
| 2 | 35 | |
| 4 | 28 | |
| 5 | 23 | 12.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 61 | |
| 3 | 39 | |
| 2 | 35 | |
| 4 | 28 | |
| 5 | 23 | 12.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 61 | |
| 3 | 39 | |
| 2 | 35 | |
| 4 | 28 | |
| 5 | 23 | 12.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 61 | |
| 3 | 39 | |
| 2 | 35 | |
| 4 | 28 | |
| 5 | 23 | 12.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 61 | |
| 3 | 39 | |
| 2 | 35 | |
| 4 | 28 | |
| 5 | 23 | 12.4% |
personal_choice
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| 5 | |
|---|---|
| 4 | |
| 3 | |
| 2 | |
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 5 |
|---|---|
| 2nd row | 2 |
| 3rd row | 4 |
| 4th row | 4 |
| 5th row | 5 |
Common Values
| Value | Count | Frequency (%) |
| 5 | 85 | |
| 4 | 47 | |
| 3 | 28 | 15.1% |
| 2 | 14 | 7.5% |
| 1 | 12 | 6.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 5 | 85 | |
| 4 | 47 | |
| 3 | 28 | 15.1% |
| 2 | 14 | 7.5% |
| 1 | 12 | 6.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 5 | 85 | |
| 4 | 47 | |
| 3 | 28 | 15.1% |
| 2 | 14 | 7.5% |
| 1 | 12 | 6.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 5 | 85 | |
| 4 | 47 | |
| 3 | 28 | 15.1% |
| 2 | 14 | 7.5% |
| 1 | 12 | 6.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 5 | 85 | |
| 4 | 47 | |
| 3 | 28 | 15.1% |
| 2 | 14 | 7.5% |
| 1 | 12 | 6.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 186 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 5 | 85 | |
| 4 | 47 | |
| 3 | 28 | 15.1% |
| 2 | 14 | 7.5% |
| 1 | 12 | 6.5% |
Interactions
Correlations
| Age | Age Group | CGPA | Degree | Expected_salary | Family_income | Favorite_Subject_10 | Favorite_Subject_12 | Financially constrained | Gender | Marks_10 | Marks_12 | Parent's occupation | Percent_10 | Percent_12 | Spending | Subject | df_index | friend_influence | mentor_influence | parents_influence | personal_choice | preffed sector | social_expectations | social_media_influence | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.000 | 0.081 | 0.000 | -0.104 | 0.000 | 0.282 | 0.000 | 0.000 | 0.140 | 0.173 | 0.063 | 0.193 | 0.000 | 0.029 | 0.211 | 0.451 | 0.240 | 0.000 | 0.000 | 0.000 | 0.157 | 0.000 | 0.000 | 0.048 |
| Age Group | 0.000 | 1.000 | 0.204 | 0.452 | 0.000 | 0.109 | 0.000 | 0.000 | 0.062 | 0.091 | 0.027 | 0.164 | 0.144 | 0.000 | 0.100 | 0.088 | 0.212 | 0.000 | 0.180 | 0.000 | 0.162 | 0.019 | 0.000 | 0.086 | 0.000 |
| CGPA | 0.081 | 0.204 | 1.000 | 0.165 | 0.047 | 0.040 | 0.000 | 0.000 | 0.000 | 0.000 | 0.316 | 0.387 | 0.000 | 0.231 | 0.252 | -0.015 | 0.000 | 0.099 | 0.000 | 0.026 | 0.000 | 0.000 | 0.076 | 0.093 | 0.081 |
| Degree | 0.000 | 0.452 | 0.165 | 1.000 | 0.000 | 0.000 | 0.000 | 0.415 | 0.028 | 0.121 | 0.278 | 0.152 | 0.089 | 0.242 | 0.413 | 0.183 | 0.697 | 0.131 | 0.093 | 0.158 | 0.000 | 0.217 | 0.105 | 0.116 | 0.141 |
| Expected_salary | -0.104 | 0.000 | 0.047 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.075 | 0.000 | 0.298 | 0.148 | 0.000 | 0.000 | 0.000 | 0.081 | 0.000 | 0.183 | 0.000 | 0.135 | 0.129 | 0.097 | 0.000 | 0.000 | 0.000 |
| Family_income | 0.000 | 0.109 | 0.040 | 0.000 | 0.000 | 1.000 | 0.000 | 0.136 | 0.214 | 0.000 | 0.085 | 0.000 | 0.062 | 0.165 | 0.000 | 0.153 | 0.106 | 0.000 | 0.000 | 0.153 | 0.151 | 0.000 | 0.096 | 0.000 | 0.098 |
| Favorite_Subject_10 | 0.282 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.368 | 0.000 | 0.000 | 0.416 | 0.000 | 0.171 | 0.256 | 0.000 | 0.397 | 0.273 | 0.110 | 0.000 | 0.000 | 0.120 | 0.046 | 0.000 | 0.081 | 0.132 |
| Favorite_Subject_12 | 0.000 | 0.000 | 0.000 | 0.415 | 0.000 | 0.136 | 0.368 | 1.000 | 0.000 | 0.260 | 0.507 | 0.000 | 0.306 | 0.324 | 0.000 | 0.073 | 0.295 | 0.164 | 0.000 | 0.000 | 0.000 | 0.026 | 0.366 | 0.000 | 0.000 |
| Financially constrained | 0.000 | 0.062 | 0.000 | 0.028 | 0.075 | 0.214 | 0.000 | 0.000 | 1.000 | 0.025 | 0.132 | 0.186 | 0.000 | 0.000 | 0.101 | 0.000 | 0.148 | 0.096 | 0.147 | 0.086 | 0.074 | 0.185 | 0.138 | 0.000 | 0.000 |
| Gender | 0.140 | 0.091 | 0.000 | 0.121 | 0.000 | 0.000 | 0.000 | 0.260 | 0.025 | 1.000 | 0.038 | 0.000 | 0.000 | 0.000 | 0.054 | 0.000 | 0.000 | 0.683 | 0.000 | 0.000 | 0.085 | 0.000 | 0.000 | 0.000 | 0.028 |
| Marks_10 | 0.173 | 0.027 | 0.316 | 0.278 | 0.298 | 0.085 | 0.416 | 0.507 | 0.132 | 0.038 | 1.000 | 0.389 | 0.141 | 0.466 | 0.302 | 0.173 | 0.000 | 0.195 | 0.000 | 0.000 | 0.000 | 0.014 | 0.244 | 0.058 | 0.000 |
| Marks_12 | 0.063 | 0.164 | 0.387 | 0.152 | 0.148 | 0.000 | 0.000 | 0.000 | 0.186 | 0.000 | 0.389 | 1.000 | 0.000 | 0.242 | 0.545 | 0.061 | 0.000 | 0.082 | 0.089 | 0.000 | 0.000 | 0.000 | 0.065 | 0.000 | 0.072 |
| Parent's occupation | 0.193 | 0.144 | 0.000 | 0.089 | 0.000 | 0.062 | 0.171 | 0.306 | 0.000 | 0.000 | 0.141 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.066 | 0.052 | 0.096 | 0.086 | 0.000 | 0.283 | 0.028 | 0.101 |
| Percent_10 | 0.000 | 0.000 | 0.231 | 0.242 | 0.000 | 0.165 | 0.256 | 0.324 | 0.000 | 0.000 | 0.466 | 0.242 | 0.000 | 1.000 | 0.290 | 0.000 | 0.242 | 0.050 | 0.000 | 0.068 | 0.045 | 0.000 | 0.000 | 0.000 | 0.000 |
| Percent_12 | 0.029 | 0.100 | 0.252 | 0.413 | 0.000 | 0.000 | 0.000 | 0.000 | 0.101 | 0.054 | 0.302 | 0.545 | 0.000 | 0.290 | 1.000 | 0.000 | 0.254 | 0.161 | 0.064 | 0.091 | 0.000 | 0.000 | 0.000 | 0.036 | 0.000 |
| Spending | 0.211 | 0.088 | -0.015 | 0.183 | 0.081 | 0.153 | 0.397 | 0.073 | 0.000 | 0.000 | 0.173 | 0.061 | 0.000 | 0.000 | 0.000 | 1.000 | 0.488 | 0.180 | 0.000 | 0.058 | 0.132 | 0.000 | 0.000 | 0.049 | 0.000 |
| Subject | 0.451 | 0.212 | 0.000 | 0.697 | 0.000 | 0.106 | 0.273 | 0.295 | 0.148 | 0.000 | 0.000 | 0.000 | 0.000 | 0.242 | 0.254 | 0.488 | 1.000 | 0.158 | 0.000 | 0.041 | 0.000 | 0.207 | 0.108 | 0.000 | 0.000 |
| df_index | 0.240 | 0.000 | 0.099 | 0.131 | 0.183 | 0.000 | 0.110 | 0.164 | 0.096 | 0.683 | 0.195 | 0.082 | 0.066 | 0.050 | 0.161 | 0.180 | 0.158 | 1.000 | 0.087 | 0.039 | 0.000 | 0.000 | 0.000 | 0.061 | 0.054 |
| friend_influence | 0.000 | 0.180 | 0.000 | 0.093 | 0.000 | 0.000 | 0.000 | 0.000 | 0.147 | 0.000 | 0.000 | 0.089 | 0.052 | 0.000 | 0.064 | 0.000 | 0.000 | 0.087 | 1.000 | 0.261 | 0.215 | 0.115 | 0.177 | 0.127 | 0.228 |
| mentor_influence | 0.000 | 0.000 | 0.026 | 0.158 | 0.135 | 0.153 | 0.000 | 0.000 | 0.086 | 0.000 | 0.000 | 0.000 | 0.096 | 0.068 | 0.091 | 0.058 | 0.041 | 0.039 | 0.261 | 1.000 | 0.242 | 0.124 | 0.000 | 0.062 | 0.131 |
| parents_influence | 0.000 | 0.162 | 0.000 | 0.000 | 0.129 | 0.151 | 0.120 | 0.000 | 0.074 | 0.085 | 0.000 | 0.000 | 0.086 | 0.045 | 0.000 | 0.132 | 0.000 | 0.000 | 0.215 | 0.242 | 1.000 | 0.168 | 0.075 | 0.136 | 0.131 |
| personal_choice | 0.157 | 0.019 | 0.000 | 0.217 | 0.097 | 0.000 | 0.046 | 0.026 | 0.185 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.207 | 0.000 | 0.115 | 0.124 | 0.168 | 1.000 | 0.144 | 0.127 | 0.173 |
| preffed sector | 0.000 | 0.000 | 0.076 | 0.105 | 0.000 | 0.096 | 0.000 | 0.366 | 0.138 | 0.000 | 0.244 | 0.065 | 0.283 | 0.000 | 0.000 | 0.000 | 0.108 | 0.000 | 0.177 | 0.000 | 0.075 | 0.144 | 1.000 | 0.094 | 0.121 |
| social_expectations | 0.000 | 0.086 | 0.093 | 0.116 | 0.000 | 0.000 | 0.081 | 0.000 | 0.000 | 0.000 | 0.058 | 0.000 | 0.028 | 0.000 | 0.036 | 0.049 | 0.000 | 0.061 | 0.127 | 0.062 | 0.136 | 0.127 | 0.094 | 1.000 | 0.260 |
| social_media_influence | 0.048 | 0.000 | 0.081 | 0.141 | 0.000 | 0.098 | 0.132 | 0.000 | 0.000 | 0.028 | 0.000 | 0.072 | 0.101 | 0.000 | 0.000 | 0.000 | 0.000 | 0.054 | 0.228 | 0.131 | 0.131 | 0.173 | 0.121 | 0.260 | 1.000 |
Missing values
Sample
| df_index | Age Group | Gender | College Name | Degree | Subject | Percent_10 | Favorite_Subject_10 | Marks_10 | Percent_12 | Favorite_Subject_12 | Marks_12 | CGPA | co-curricular activity | profession | preffed sector | Expected_salary | Age | Financially constrained | Family_income | Parent's occupation | Spending | parents_influence | friend_influence | mentor_influence | social_expectations | social_media_influence | personal_choice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 18 - 20 | f | institute of engineering and management | bba | analytics | 85.0 | biology | 97.0 | 75.0 | biology | 99.0 | 8.0 | no | data analyst | NaN | NaN | 0.0 | maybe | 3 - 7 lakhs | Unknown | NaN | 3 | 1 | 1 | 1 | 1 | 5 |
| 1 | 1 | 20 - 22 | f | institute of engineering and management | bba | finance | 85.0 | mathematics | 99.0 | 75.0 | economics | 80.0 | 9.0 | content writing | financial services | government/public sector | 3.5 | 28.0 | maybe | 10 - 12 lakhs | Government Job | 10.0 | 4 | 1 | 3 | 4 | 2 | 2 |
| 2 | 2 | 18 - 20 | f | asutosh college | b.sc / bs | statistics | 85.0 | mathematics | 98.0 | 85.0 | mathematics | 86.0 | 6.0 | dance | chartered accountant | undecided | 8.0 | 25.0 | maybe | 3 - 7 lakhs | Business | 2.5 | 5 | 2 | 4 | 3 | 1 | 4 |
| 3 | 3 | 18 - 20 | f | sister nivedita university | ba | political science | 95.0 | socialscience | 94.0 | 85.0 | politicalscience | 87.0 | 7.0 | not right now | entrepreneurship | corporate/private sector | 2.0 | 0.0 | yes | 3 - 7 lakhs | Business | NaN | 4 | 5 | 5 | 5 | 5 | 4 |
| 4 | 4 | 20 - 22 | f | sister nivedita university | msc / ms | psychology | 65.0 | maths | 60.0 | 65.0 | accounts | 65.0 | 7.0 | no | chartered accountant | it secrtor | 0.5 | 27.0 | maybe | 3 - 7 lakhs | Business | 10.0 | 3 | 1 | 1 | 4 | 3 | 5 |
| 5 | 5 | 20 - 22 | f | sister nivedita university | ma | english | 75.0 | english | 81.0 | 75.0 | english | 87.0 | 6.0 | dance | chartered accountant | n.q. | 6.0 | 28.0 | no | 3 - 7 lakhs | Finance | 1.0 | 5 | 5 | 5 | 4 | 4 | 5 |
| 6 | 6 | 20 - 22 | f | sister nivedita university | ma | english | 55.0 | english | 82.0 | 65.0 | english | 72.0 | 8.0 | no | professor | academia/education | 3.5 | 28.5 | maybe | below 3 lakhs | Business | NaN | 1 | 1 | 1 | 5 | 1 | 5 |
| 7 | 7 | 20 - 22 | f | sister nivedita university | ma | english | 75.0 | english | 82.0 | 85.0 | english | 88.0 | 6.0 | no | professor | it secrtor | 13.0 | 25.0 | no | below 3 lakhs | Business | 2.0 | 5 | 1 | 2 | 3 | 2 | 4 |
| 8 | 8 | 20 - 22 | f | sister nivedita university | ba | english | 85.0 | science | 80.0 | 75.0 | english | 80.0 | 8.0 | no | professor | corporate/private sector | 3.5 | 25.0 | yes | 3 - 7 lakhs | Other | 2.0 | 5 | 1 | 2 | 5 | 2 | 3 |
| 9 | 9 | 22 - 25 | f | university of calcutta | m com. | accountancy | 85.0 | science | 87.0 | 85.0 | accountancy | 92.0 | 8.0 | karate | commercial undecideds | government/public sector | 8.5 | 0.0 | no | 3 - 7 lakhs | Business | NaN | 2 | 1 | 3 | 1 | 1 | 5 |
| df_index | Age Group | Gender | College Name | Degree | Subject | Percent_10 | Favorite_Subject_10 | Marks_10 | Percent_12 | Favorite_Subject_12 | Marks_12 | CGPA | co-curricular activity | profession | preffed sector | Expected_salary | Age | Financially constrained | Family_income | Parent's occupation | Spending | parents_influence | friend_influence | mentor_influence | social_expectations | social_media_influence | personal_choice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 176 | 182 | 20 - 22 | m | techno india university | b tech. | computer science engineering | 95.0 | mathematics | 98.0 | 95.0 | NaN | NaN | 8.0 | dance, acting, football | actor | creative fields | NaN | 0.0 | yes | 7 - 10 lakhs | Government Job | 6.0 | 5 | 5 | 2 | 5 | 5 | 1 |
| 177 | 183 | 18 - 20 | m | asutosh college | ba | mass com | 55.0 | english | 91.0 | 75.0 | bstd | 82.0 | 6.0 | football, anchoring | entrepreneurship | government/public sector | 11.5 | 24.0 | maybe | 7 - 10 lakhs | Government Job | NaN | 1 | 3 | 1 | 5 | 4 | 4 |
| 178 | 184 | 20 - 22 | m | institute of engineering and management | bba | management | 75.0 | maths | 96.0 | 85.0 | computerscience | 97.0 | 9.0 | graphics designer | entrepreneurship | undecided | 4.0 | 30.0 | yes | 10 - 12 lakhs | Other | 20.0 | 3 | 3 | 2 | 1 | 2 | 4 |
| 179 | 185 | 20 - 22 | m | ipgmer | bpt | physiotherapy | 95.0 | science | 97.0 | 95.0 | physics | 85.0 | 9.0 | sports | entrepreneurship | government/public sector | 20.0 | 28.0 | no | 3 - 7 lakhs | Teaching | 20.0 | 5 | 1 | 5 | 1 | 1 | 5 |
| 180 | 186 | 18 - 20 | m | st xaviers university | llb | NaN | 75.0 | politicalscience | 82.0 | 85.0 | economics | 88.0 | 7.0 | no | litigation | government/public sector | 6.5 | 30.0 | no | 15 lakhs above | Legal Sector | 10.0 | 5 | 2 | 3 | 5 | 4 | 4 |
| 181 | 187 | 18 - 20 | m | institute of engineering and management | b tech. | computer science engineering | 95.0 | sst | 95.0 | 75.0 | english | 92.0 | 0.0 | no | investment banker | undecided | 6.5 | 40.0 | maybe | 3 - 7 lakhs | Other | 10.0 | 5 | 1 | 1 | 3 | 1 | 3 |
| 182 | 188 | 18 - 20 | m | university of engineering and management | b tech. | computer science engineering | 85.0 | mathematics | 97.0 | 75.0 | biology | 85.0 | 0.0 | sport | artificial intelligence | it secrtor | 10.0 | 24.0 | maybe | below 3 lakhs | Business | 6.0 | 4 | 4 | 5 | 5 | 3 | 4 |
| 183 | 189 | 20 - 22 | m | vivekananda college thakurpukur | b.sc / bs | geography | 75.0 | geography | 80.0 | 95.0 | geography | 99.0 | 7.0 | NaN | gis analyst | government/public sector | 2.5 | 28.0 | no | below 3 lakhs | Retired | 7.5 | 1 | 1 | 2 | 1 | 1 | 5 |
| 184 | 190 | 18 - 20 | m | st thomas college of engineering and technology | b tech. | information technology | 95.0 | mathematics | 100.0 | 85.0 | science | 97.0 | 8.0 | NaN | software development engineer | it secrtor | 8.5 | 35.0 | no | 15 lakhs above | Private Job | 4.5 | 4 | 2 | 1 | 3 | 4 | 5 |
| 185 | 191 | 18 - 20 | o | jadavpur university | ba | english | 95.0 | biology | 100.0 | 95.0 | psychology | 98.0 | 6.0 | music/writing | undecided | government/public sector | 4.0 | 27.0 | maybe | 3 - 7 lakhs | Government Job | 1.0 | 3 | 2 | 4 | 3 | 4 | 5 |